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  "colab": {
   "name": "NLU_XLNET_word_embeddings_and_t-SNE_visualization_example.ipynb",
   "provenance": [
    {
     "file_id": "1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq",
     "timestamp": 1599401652794
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    {
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     "timestamp": 1599401257319
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    {
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     "timestamp": 1599400881246
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    {
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     "timestamp": 1599398724652
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    {
     "file_id": "1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw",
     "timestamp": 1599354735581
    }
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   "collapsed_sections": []
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  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3"
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 },
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "rBXrqlGEYA8G"
   },
   "source": [
    "![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n",
    "\n",
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/word_embeddings/NLU_XLNET_word_embeddings_and_t-SNE_visualization_example.ipynb)\n",
    "\n",
    "\n",
    "# XLNET Word Embeddings with NLU \n",
    "\n",
    "Computes contextualized word representations using combination of Autoregressive Language Model and Permutation Language Model\n",
    "\n",
    "XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding\n",
    "\n",
    "XLNet is a new unsupervised language representation learning method based on a novel generalized permutation language modeling objective. Additionally, XLNet employs Transformer-XL as the backbone model, exhibiting excellent performance for language tasks involving long context. Overall, XLNet achieves state-of-the-art (SOTA) results on various downstream language tasks including question answering, natural language inference, sentiment analysis, and document ranking.\n",
    "\n",
    "### Sources :\n",
    "- https://arxiv.org/abs/1906.08237\n",
    "- https://github.com/zihangdai/xlnet\n",
    "\n",
    "### Paper abstract :\n",
    "\n",
    "With the capability of modeling bidirectional contexts, denoising autoencoding based pretraining like BERT achieves better performance than pretraining approaches based on autoregressive language modeling. However, relying on corrupting the input with masks, BERT neglects dependency between the masked positions and suffers from a pretrain-finetune discrepancy. In light of these pros and cons, we propose XLNet, a generalized autoregressive pretraining method that (1) enables learning bidirectional contexts by maximizing the expected likelihood over all permutations of the factorization order and (2) overcomes the limitations of BERT thanks to its autoregressive formulation. Furthermore, XLNet integrates ideas from Transformer-XL, the state-of-the-art autoregressive model, into pretraining. Empirically, under comparable experiment settings, XLNet outperforms BERT on 20 tasks, often by a large margin, including question answering, natural language inference, sentiment analysis, and document ranking.\n",
    "\n",
    "\n",
    "# 1. Install Java and NLU"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "M2-GiYL6xurJ",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "status": "ok",
     "timestamp": 1620010374164,
     "user_tz": -120,
     "elapsed": 107760,
     "user": {
      "displayName": "Christian Kasim Loan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64",
      "userId": "14469489166467359317"
     }
    },
    "outputId": "b1ef6f00-6a75-4cf6-a991-f0f089b69391"
   },
   "source": [
    "!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n",
    "  \n",
    "\n",
    "import nlu"
   ],
   "execution_count": null,
   "outputs": [
    {
     "output_type": "stream",
     "text": [
      "--2021-05-03 02:51:06--  https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n",
      "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
      "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 1671 (1.6K) [text/plain]\n",
      "Saving to: ‘STDOUT’\n",
      "\n",
      "\r-                     0%[                    ]       0  --.-KB/s               \r-                   100%[===================>]   1.63K  --.-KB/s    in 0s      \n",
      "\n",
      "2021-05-03 02:51:07 (41.7 MB/s) - written to stdout [1671/1671]\n",
      "\n",
      "Installing  NLU 3.0.0 with  PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n",
      "\u001B[K     |████████████████████████████████| 204.8MB 76kB/s \n",
      "\u001B[K     |████████████████████████████████| 153kB 49.3MB/s \n",
      "\u001B[K     |████████████████████████████████| 204kB 20.7MB/s \n",
      "\u001B[K     |████████████████████████████████| 204kB 51.4MB/s \n",
      "\u001B[?25h  Building wheel for pyspark (setup.py) ... \u001B[?25l\u001B[?25hdone\n"
     ],
     "name": "stdout"
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "N_CL8HZ8Ydry"
   },
   "source": [
    "## 2. Load Model and lemmatize sample string"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "j2ZZZvr1uGpx",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 182
    },
    "executionInfo": {
     "status": "ok",
     "timestamp": 1620010445749,
     "user_tz": -120,
     "elapsed": 179338,
     "user": {
      "displayName": "Christian Kasim Loan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64",
      "userId": "14469489166467359317"
     }
    },
    "outputId": "9c08fb62-7991-4f5e-a8c9-245bfaa02aa1"
   },
   "source": [
    "import nlu\n",
    "pipe = nlu.load('xlnet')\n",
    "pipe.predict('He was suprised by the diversity of NLU')"
   ],
   "execution_count": null,
   "outputs": [
    {
     "output_type": "stream",
     "text": [
      "xlnet_base_cased download started this may take some time.\n",
      "Approximate size to download 415.8 MB\n",
      "[OK!]\n",
      "sentence_detector_dl download started this may take some time.\n",
      "Approximate size to download 354.6 KB\n",
      "[OK!]\n"
     ],
     "name": "stdout"
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>document</th>\n",
       "      <th>sentence</th>\n",
       "      <th>token</th>\n",
       "      <th>word_embedding_xlnet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>He was suprised by the diversity of NLU</td>\n",
       "      <td>[He was suprised by the diversity of NLU]</td>\n",
       "      <td>[He, was, suprised, by, the, diversity, of, NLU]</td>\n",
       "      <td>[[-0.736786425113678, -2.118662118911743, -0.5...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "                                  document  ...                               word_embedding_xlnet\n",
       "0  He was suprised by the diversity of NLU  ...  [[-0.736786425113678, -2.118662118911743, -0.5...\n",
       "\n",
       "[1 rows x 4 columns]"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 2
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "BAUFklCqLr3V"
   },
   "source": [
    "# 3. Download Sample dataset"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "wAFAOUSuLqvn",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 606
    },
    "executionInfo": {
     "status": "ok",
     "timestamp": 1620010456068,
     "user_tz": -120,
     "elapsed": 189649,
     "user": {
      "displayName": "Christian Kasim Loan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64",
      "userId": "14469489166467359317"
     }
    },
    "outputId": "ae58668a-3cc4-468d-c1a5-226da1e6815f"
   },
   "source": [
    "import pandas as pd\n",
    "# Download the dataset \n",
    "! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n",
    "# Load dataset to Pandas\n",
    "df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n",
    "df"
   ],
   "execution_count": null,
   "outputs": [
    {
     "output_type": "stream",
     "text": [
      "--2021-05-03 02:54:05--  https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n",
      "Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.133.181\n",
      "Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.133.181|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 255268960 (243M) [text/csv]\n",
      "Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n",
      "\n",
      "train-balanced-sarc 100%[===================>] 243.44M  47.1MB/s    in 5.7s    \n",
      "\n",
      "2021-05-03 02:54:11 (43.0 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n",
      "\n"
     ],
     "name": "stdout"
    },
    {
     "output_type": "execute_result",
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>label</th>\n",
       "      <th>comment</th>\n",
       "      <th>author</th>\n",
       "      <th>subreddit</th>\n",
       "      <th>score</th>\n",
       "      <th>ups</th>\n",
       "      <th>downs</th>\n",
       "      <th>date</th>\n",
       "      <th>created_utc</th>\n",
       "      <th>parent_comment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>NC and NH.</td>\n",
       "      <td>Trumpbart</td>\n",
       "      <td>politics</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2016-10</td>\n",
       "      <td>2016-10-16 23:55:23</td>\n",
       "      <td>Yeah, I get that argument. At this point, I'd ...</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>You do know west teams play against west teams...</td>\n",
       "      <td>Shbshb906</td>\n",
       "      <td>nba</td>\n",
       "      <td>-4</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2016-11</td>\n",
       "      <td>2016-11-01 00:24:10</td>\n",
       "      <td>The blazers and Mavericks (The wests 5 and 6 s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>They were underdogs earlier today, but since G...</td>\n",
       "      <td>Creepeth</td>\n",
       "      <td>nfl</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2016-09</td>\n",
       "      <td>2016-09-22 21:45:37</td>\n",
       "      <td>They're favored to win.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>This meme isn't funny none of the \"new york ni...</td>\n",
       "      <td>icebrotha</td>\n",
       "      <td>BlackPeopleTwitter</td>\n",
       "      <td>-8</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2016-10</td>\n",
       "      <td>2016-10-18 21:03:47</td>\n",
       "      <td>deadass don't kill my buzz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>I could use one of those tools.</td>\n",
       "      <td>cush2push</td>\n",
       "      <td>MaddenUltimateTeam</td>\n",
       "      <td>6</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2016-12</td>\n",
       "      <td>2016-12-30 17:00:13</td>\n",
       "      <td>Yep can confirm I saw the tool they use for th...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010821</th>\n",
       "      <td>1</td>\n",
       "      <td>I'm sure that Iran and N. Korea have the techn...</td>\n",
       "      <td>TwarkMain</td>\n",
       "      <td>reddit.com</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2009-04</td>\n",
       "      <td>2009-04-25 00:47:52</td>\n",
       "      <td>No one is calling this an engineered pathogen,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010822</th>\n",
       "      <td>1</td>\n",
       "      <td>whatever you do, don't vote green!</td>\n",
       "      <td>BCHarvey</td>\n",
       "      <td>climate</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2009-05</td>\n",
       "      <td>2009-05-14 22:27:40</td>\n",
       "      <td>In a move typical of their recent do-nothing a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010823</th>\n",
       "      <td>1</td>\n",
       "      <td>Perhaps this is an atheist conspiracy to make ...</td>\n",
       "      <td>rebelcommander</td>\n",
       "      <td>atheism</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2009-01</td>\n",
       "      <td>2009-01-11 00:22:57</td>\n",
       "      <td>Screw the Disabled--I've got to get to Church ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010824</th>\n",
       "      <td>1</td>\n",
       "      <td>The Slavs got their own country - it is called...</td>\n",
       "      <td>catsi</td>\n",
       "      <td>worldnews</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2009-01</td>\n",
       "      <td>2009-01-23 21:12:49</td>\n",
       "      <td>I've always been unsettled by that. I hear a l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010825</th>\n",
       "      <td>1</td>\n",
       "      <td>values, as in capitalism .. there is good mone...</td>\n",
       "      <td>frogking</td>\n",
       "      <td>politics</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2009-01</td>\n",
       "      <td>2009-01-24 06:20:14</td>\n",
       "      <td>Why do the people who make our laws seem unabl...</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>1010826 rows × 10 columns</p>\n",
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       "         label  ...                                     parent_comment\n",
       "0            0  ...  Yeah, I get that argument. At this point, I'd ...\n",
       "1            0  ...  The blazers and Mavericks (The wests 5 and 6 s...\n",
       "2            0  ...                            They're favored to win.\n",
       "3            0  ...                         deadass don't kill my buzz\n",
       "4            0  ...  Yep can confirm I saw the tool they use for th...\n",
       "...        ...  ...                                                ...\n",
       "1010821      1  ...  No one is calling this an engineered pathogen,...\n",
       "1010822      1  ...  In a move typical of their recent do-nothing a...\n",
       "1010823      1  ...  Screw the Disabled--I've got to get to Church ...\n",
       "1010824      1  ...  I've always been unsettled by that. I hear a l...\n",
       "1010825      1  ...  Why do the people who make our laws seem unabl...\n",
       "\n",
       "[1010826 rows x 10 columns]"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 3
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "OPdBQnV46or5"
   },
   "source": [
    "# 4. Visualize with T-Sne\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "Lets add Sentiment, Part Of Speech and Emotions to our pipeline because its so easy and so we can hue our T-SNE plots by POS and Sentiment       "
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "9bujAZtOCfRW",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 674
    },
    "executionInfo": {
     "status": "ok",
     "timestamp": 1620010595131,
     "user_tz": -120,
     "elapsed": 328706,
     "user": {
      "displayName": "Christian Kasim Loan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64",
      "userId": "14469489166467359317"
     }
    },
    "outputId": "b202f5d0-22a6-4249-bebf-118573e990cb"
   },
   "source": [
    "pipe = nlu.load('sentiment pos  xlnet emotion') # emotion\n",
    "df['text'] = df['comment']\n",
    "max_rows = 200\n",
    "predictions =pipe.predict(df.iloc[0:100][['comment','label']],output_level='token')\n",
    "predictions"
   ],
   "execution_count": null,
   "outputs": [
    {
     "output_type": "stream",
     "text": [
      "analyze_sentiment download started this may take some time.\n",
      "Approx size to download 4.9 MB\n",
      "[OK!]\n",
      "pos_anc download started this may take some time.\n",
      "Approximate size to download 3.9 MB\n",
      "[OK!]\n",
      "xlnet_base_cased download started this may take some time.\n",
      "Approximate size to download 415.8 MB\n",
      "[OK!]\n",
      "classifierdl_use_emotion download started this may take some time.\n",
      "Approximate size to download 21.3 MB\n",
      "[OK!]\n",
      "tfhub_use download started this may take some time.\n",
      "Approximate size to download 923.7 MB\n",
      "[OK!]\n"
     ],
     "name": "stdout"
    },
    {
     "output_type": "execute_result",
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>token</th>\n",
       "      <th>spell</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>sentiment_confidence</th>\n",
       "      <th>pos</th>\n",
       "      <th>word_embedding_xlnet</th>\n",
       "      <th>sentence_embedding_tfhub_use</th>\n",
       "      <th>emotion</th>\n",
       "      <th>emotion_confidence_confidence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NC</td>\n",
       "      <td>NC</td>\n",
       "      <td>negative</td>\n",
       "      <td>[0.5229]</td>\n",
       "      <td>NNP</td>\n",
       "      <td>[0.640073299407959, -0.277787446975708, -0.659...</td>\n",
       "      <td>[[-0.06570463627576828, -0.03522052243351936, ...</td>\n",
       "      <td>surprise</td>\n",
       "      <td>0.999590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>and</td>\n",
       "      <td>and</td>\n",
       "      <td>negative</td>\n",
       "      <td>[0.5229]</td>\n",
       "      <td>CC</td>\n",
       "      <td>[0.7884337306022644, -1.5079110860824585, 0.67...</td>\n",
       "      <td>[[-0.06570463627576828, -0.03522052243351936, ...</td>\n",
       "      <td>surprise</td>\n",
       "      <td>0.999590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NH</td>\n",
       "      <td>NH</td>\n",
       "      <td>negative</td>\n",
       "      <td>[0.5229]</td>\n",
       "      <td>NNP</td>\n",
       "      <td>[-0.2549877464771271, -2.2768497467041016, 1.1...</td>\n",
       "      <td>[[-0.06570463627576828, -0.03522052243351936, ...</td>\n",
       "      <td>surprise</td>\n",
       "      <td>0.999590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>negative</td>\n",
       "      <td>[0.5229]</td>\n",
       "      <td>.</td>\n",
       "      <td>[-0.8349910974502563, -0.4562772512435913, -0....</td>\n",
       "      <td>[[-0.06570463627576828, -0.03522052243351936, ...</td>\n",
       "      <td>surprise</td>\n",
       "      <td>0.999590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>You</td>\n",
       "      <td>You</td>\n",
       "      <td>negative</td>\n",
       "      <td>[0.4733]</td>\n",
       "      <td>PRP</td>\n",
       "      <td>[1.217921257019043, -1.5724612474441528, 0.313...</td>\n",
       "      <td>[[-0.0254225991666317, 0.05448468029499054, -0...</td>\n",
       "      <td>fear</td>\n",
       "      <td>0.975006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>band</td>\n",
       "      <td>band</td>\n",
       "      <td>negative</td>\n",
       "      <td>[0.5477]</td>\n",
       "      <td>NN</td>\n",
       "      <td>[-0.27927637100219727, 0.3874868154525757, -0....</td>\n",
       "      <td>[[0.01520437840372324, -0.03472805768251419, -...</td>\n",
       "      <td>surprise</td>\n",
       "      <td>0.999924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>music</td>\n",
       "      <td>music</td>\n",
       "      <td>negative</td>\n",
       "      <td>[0.5477]</td>\n",
       "      <td>NN</td>\n",
       "      <td>[-1.7529892921447754, 0.08172204345464706, -0....</td>\n",
       "      <td>[[0.01520437840372324, -0.03472805768251419, -...</td>\n",
       "      <td>surprise</td>\n",
       "      <td>0.999924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>negative</td>\n",
       "      <td>[0.5477]</td>\n",
       "      <td>.</td>\n",
       "      <td>[-0.8349906206130981, -0.45627596974372864, -0...</td>\n",
       "      <td>[[0.01520437840372324, -0.03472805768251419, -...</td>\n",
       "      <td>surprise</td>\n",
       "      <td>0.999924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Buy</td>\n",
       "      <td>Buy</td>\n",
       "      <td>negative</td>\n",
       "      <td>[1.0]</td>\n",
       "      <td>VB</td>\n",
       "      <td>[0.2311457097530365, -1.5232644081115723, 0.45...</td>\n",
       "      <td>[[0.07282549142837524, -0.04094367474317551, -...</td>\n",
       "      <td>sadness</td>\n",
       "      <td>0.999934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Pepe</td>\n",
       "      <td>Pepe</td>\n",
       "      <td>negative</td>\n",
       "      <td>[1.0]</td>\n",
       "      <td>NNP</td>\n",
       "      <td>[0.6633621454238892, 0.3912222683429718, -0.70...</td>\n",
       "      <td>[[0.07282549142837524, -0.04094367474317551, -...</td>\n",
       "      <td>sadness</td>\n",
       "      <td>0.999934</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1205 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    token  spell  ...   emotion emotion_confidence_confidence\n",
       "0      NC     NC  ...  surprise                      0.999590\n",
       "0     and    and  ...  surprise                      0.999590\n",
       "0      NH     NH  ...  surprise                      0.999590\n",
       "0       .      .  ...  surprise                      0.999590\n",
       "1     You    You  ...      fear                      0.975006\n",
       "..    ...    ...  ...       ...                           ...\n",
       "98   band   band  ...  surprise                      0.999924\n",
       "98  music  music  ...  surprise                      0.999924\n",
       "98      .      .  ...  surprise                      0.999924\n",
       "99    Buy    Buy  ...   sadness                      0.999934\n",
       "99   Pepe   Pepe  ...   sadness                      0.999934\n",
       "\n",
       "[1205 rows x 9 columns]"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 4
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_OypFES-8EwY"
   },
   "source": [
    "## 4.1 Checkout sentiment distribution"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "ggbC0PxHgc2t",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 332
    },
    "executionInfo": {
     "status": "ok",
     "timestamp": 1620010731712,
     "user_tz": -120,
     "elapsed": 779,
     "user": {
      "displayName": "Christian Kasim Loan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64",
      "userId": "14469489166467359317"
     }
    },
    "outputId": "86f54899-599f-4af6-c7fe-f5e6ddb313f2"
   },
   "source": [
    "# Some Tokens are None which we must drop first\n",
    "predictions.dropna(how='any', inplace=True)\n",
    "# Some sentiment are 'na' which we must drop first\n",
    "predictions.explode('sentiment').sentiment.value_counts().plot.bar(title='Dataset sentiment distribution')"
   ],
   "execution_count": null,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7eff80594910>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 6
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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Ad22/DbgWeHPpthC4skyvKPOU5d+17QmtOiIitmg817l/GHi/pD6aMfULS/uFwF6l/f3AkvGVGBERozVt5C7Ps/094Htl+m7gmCH6PAm8ZQJqi4iIMconVCMiKpRwj4ioUMI9IqJCCfeIiAol3CMiKpRwj4ioUMI9IqJCCfeIiAol3CMiKpRwj4ioUMI9IqJCCfeIiAol3CMiKpRwj4ioUMI9IqJCCfeIiAol3CMiKpRwj4ioUMI9IqJCCfeIiAqNGO6SdpL0U0m/kHSrpL8p7QdK+omkPkmXSdqhtO9Y5vvK8jmdfQgRETFYO0fuTwHH234lcCTwOknzgU8Dn7N9CPAQsKj0XwQ8VNo/V/pFRMQkGjHc3Xi0zG5fbgaOBy4v7cuAU8v0gjJPWX6CJE1YxRERMaK2xtwlbSfpRmADcA1wF7DR9jOlyzpgZpmeCawFKMs3AXsNsc3Fknol9fb394/vUURExGbaCnfbz9o+EpgFHAMcNt4d215qe57teT09PePdXEREtBjV1TK2NwLXAscC0yVNK4tmAevL9HpgNkBZvjvwwIRUGxERbWnnapkeSdPL9IuBE4HbaUL+zaXbQuDKMr2izFOWf9e2J7LoiIjYsmkjd2FfYJmk7Wj+GCy3/W1JtwGXSjoX+DlwYel/IXCxpD7gQeD0DtQdERFbMGK4274JOGqI9rtpxt8Htz8JvGVCqouIiDHJJ1QjIiqUcI+IqFDCPSKiQgn3iIgKJdwjIiqUcI+IqFDCPSKiQgn3iIgKJdwjIiqUcI+IqFDCPSKiQgn3iIgKJdwjIiqUcI+IqFDCPSKiQgn3iIgKJdwjIiqUcI+IqFDCPSKiQgn3iIgKjRjukmZLulbSbZJulfTe0r6npGsk3Vnu9yjtknS+pD5JN0k6utMPIiIiNtfOkfszwAdsvwyYD5wt6WXAEmCl7bnAyjIPcBIwt9wWAxdMeNUREbFFI4a77Xtt31CmHwFuB2YCC4Blpdsy4NQyvQC4yI1VwHRJ+0545RERMaxRjblLmgMcBfwEmGH73rLoPmBGmZ4JrG1ZbV1pG7ytxZJ6JfX29/ePsuyIiNiStsNd0kuAfwbeZ/vh1mW2DXg0O7a91PY82/N6enpGs2pERIygrXCXtD1NsF9i+5ul+f6B4ZZyv6G0rwdmt6w+q7RFRMQkaedqGQEXArfb/mzLohXAwjK9ELiypf3MctXMfGBTy/BNRERMgmlt9HkN8A7gZkk3lraPAucByyUtAtYAp5VlVwEnA33A48BZE1pxRESMaMRwt30doGEWnzBEfwNnj7OuiIgYh3xCNSKiQgn3iIgKJdwjIiqUcI+IqFDCPSKiQgn3iIgKJdwjIiqUcI+IqFDCPSKiQgn3iIgKJdwjIiqUcI+IqFDCPSKiQgn3iIgKJdwjIiqUcI+IqFDCPSKiQgn3iIgKJdwjIiqUcI+IqNCI4S7pHyVtkHRLS9uekq6RdGe536O0S9L5kvok3STp6E4WHxERQ2vnyP2rwOsGtS0BVtqeC6ws8wAnAXPLbTFwwcSUGRERozFiuNv+AfDgoOYFwLIyvQw4taX9IjdWAdMl7TtRxUZERHvGOuY+w/a9Zfo+YEaZngmsbem3rrS9gKTFknol9fb394+xjIiIGMq431C1bcBjWG+p7Xm25/X09Iy3jIiIaDHWcL9/YLil3G8o7euB2S39ZpW2iIiYRGMN9xXAwjK9ELiypf3MctXMfGBTy/BNRERMkmkjdZD0DeA4YG9J64C/Bs4DlktaBKwBTivdrwJOBvqAx4GzOlBzRESMYMRwt33GMItOGKKvgbPHW1RERIxPPqEaEVGhhHtERIUS7hERFUq4R0RUKOEeEVGhhHtERIUS7hERFUq4R0RUKOEeEVGhhHtERIUS7hERFUq4R0RUKOEeEVGhhHtERIUS7hERFUq4R0RUKOEeEVGhhHtERIUS7hERFUq4R0RUqCPhLul1kn4pqU/Skk7sIyIihjdtojcoaTvgfwMnAuuAn0laYfu2id5XREwtc5Z8p9sldNTq807pdgm/0Ykj92OAPtt32/4P4FJgQQf2ExERw5jwI3dgJrC2ZX4d8OrBnSQtBhaX2Ucl/bIDtWwt9gZ+PVk706cna0/bhLx2U1vtr98Bwy3oRLi3xfZSYGm39j+ZJPXantftOmL08tpNbdvy69eJYZn1wOyW+VmlLSIiJkknwv1nwFxJB0raATgdWNGB/URExDAmfFjG9jOS/gT4v8B2wD/avnWi9zPFbBPDT5XKaze1bbOvn2x3u4aIiJhg+YRqRESFEu4RERVKuEdEVCjh3kGSXizp0G7XERHbnq59iKl2kt4A/C2wA3CgpCOBj9l+Y3cri5FIEvA24CDbH5O0P/BS2z/tcmnRBkk7AYuAlwM7DbTb/qOuFdUFOXLvnHNovmdnI4DtG4EDu1lQtO2LwLHAGWX+EZovw4up4WLgpcDvA9+n+SDlI12tqAsS7p3ztO1Ng9py3enU8GrbZwNPAth+iOYMLKaGQ2z/JfCY7WXAKQzx/Va1S7h3zq2S/hDYTtJcSV8AftTtoqItT5evrjaApB7gue6WFKPwdLnfKOlwYHdgny7W0xUJ9875U5oxv6eArwObgPd1taJo1/nAFcA+kj4BXAd8srslxSgslbQH8Bc0X31yG7DNfd9mPqHaIZKOtn1Dt+uIsZF0GHACIGCl7du7XFK0SdKOwJuAOcD2pdm2P9a1orogV8t0zv+U9FLgcuAy27d0u6Boj6TzgUtt503UqelKmjPl62nOnLdJOXLvoBLupwFvBXajCflzu1tVjETSQprX7FCa4ZlLbfd2t6pol6RbbB/e7Tq6LeE+CSS9AvgQ8FbbuepiipC0J83p/enA/rbndrmkaIOkpcAXbN/c7Vq6KcMyHSLpP9Ec/b0JeAC4DPhAV4uK0ToEOIzmp8wy5j51vBZ4p6R/pxmWEc2Y+xHdLWty5ci9QyT9mCbQl9u+p9v1RPskfQb4A+AumtfwCtsbu1tVtEvSkL8ranvNZNfSTTly7xDbx3a7hhizu4BjbU/aDyvHxNnWQnw4OXKfYJKW2z5N0s1s/onUbfLUcCqRdJjtOyQdPdTyXNoaU0nCfYJJ2tf2vTk1nHokLbW9WNK1Qyy27eMnvaiIMUq4d4ikT9v+8EhtsfWRtJPtJ0dqi9ia5esHOufEIdpOmvQqYiyG+g6gfC9QTCl5Q3WCSXo38B7gIEk3tSzaFfhhd6qKdpQPnc0EXizpKJr3SaD5ANrOXSssYgwyLDPBJO0O7AF8CljSsugR2w92p6poR/lk6juBeUDrJ1IfAb5q+5vdqCtiLBLuHSZpHzb/NZhfdbGcaIOkN9n+527XETEeCfcOKT+z91lgP2AD5VOOtl/e1cJiWJLebvtrkj7AED+sYvuzXSgrYkzyhmrnnAvMB/7N9oE0Xx+7qrslxQh2KfcvoXmPZPAtYsrIkXuHSOq1PU/SL4CjbD8n6Re2X9nt2iKifjly75yNkl4C/AC4RNLngce6XFO0QdJnJO0maXtJKyX1S3p7t+uKGI0cuXeIpF1ofmBZwNtofsfxEtsPdLWwGJGkG20fKekPgNcD7wd+kLOumEpynXuH2G49Sl/WtUJiLAb+X5wC/JPtTZK21D9iq5Nw7xBJj/DCKy420Vw//QHbd09+VdGmb0u6A3gCeLekHpqzsIgpI8MyHSLp48A64Os0QzOnAwcDNwDvtn1c96qLkZRfYdpk+1lJOwO72b6v23VFtCvh3iFDXRnTMpabq2a2YpK2B94N/HZp+j7w97af7l5VEaOTq2U653FJp0l6UbmdxvOn9vmLunW7AHgV8MVyO7q0RUwZOXLvEEkHAZ8HjqUJ81XA/wDWA6+yfV0Xy4stGOasK2dbMaXkDdUOKW+YvmGYxQn2rduzkg62fRf85g/1s12uKWJUEu4dIum3aE7lZ9g+XNIRwBttn9vl0mJkfwZcK2ngiqY5wFndKydi9DLm3jn/AHwEeBrA9k00V8zE1u+HwJeA54AHy/SPu1pRxCgl3DtnZ9s/HdT2TFcqidG6CDgQ+DjwBeAg4OKuVhQxShmW6ZxfSzqYcmWMpDcD93a3pGjT4bZf1jJ/raTbulZNxBgk3DvnbGApcJik9cC/03zHTGz9bpA03/YqAEmvZvNfZorY6uVSyA6RtCPwZpo34/YEHgZs+2PdrCtGJul24FBg4Fez9gd+STOsZttHdKu2iHblyL1zrgQ20nzdwD1driVG53XdLiBivHLk3iGSbrF9eLfriIhtU66W6ZwfSXpFt4uIiG1Tjtw7pFxdcQjNG6lP0XwzZMZrI2JSJNw7RNIBQ7XbXjPZtUTEtifhHhFRoYy5R0RUKOEeEVGhhHtERIUS7hERFUq4R0RU6P8D/if5vVgS+24AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": [],
      "needs_background": "light"
     }
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LZtPxt5c8HlJ"
   },
   "source": [
    "## 4.2 Checkout sentiment distribution"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "OA0Er5WA6l7v",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 329
    },
    "executionInfo": {
     "status": "ok",
     "timestamp": 1620010732973,
     "user_tz": -120,
     "elapsed": 527,
     "user": {
      "displayName": "Christian Kasim Loan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64",
      "userId": "14469489166467359317"
     }
    },
    "outputId": "82cd3a12-334a-4987-f214-29719d39c7c6"
   },
   "source": [
    "predictions.emotion.value_counts().plot.bar(title='Dataset emotion category distribution')"
   ],
   "execution_count": null,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7eff7fcf1dd0>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 7
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": [],
      "needs_background": "light"
     }
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZUYHpsHTINsF"
   },
   "source": [
    "# 4.Prepare data for T-SNE algorithm.\n",
    "We create a Matrix with one row per Embedding vector for T-SNE algorithm"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "L_0jefTB6i52",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "status": "ok",
     "timestamp": 1620010733955,
     "user_tz": -120,
     "elapsed": 319,
     "user": {
      "displayName": "Christian Kasim Loan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64",
      "userId": "14469489166467359317"
     }
    },
    "outputId": "e34e266f-5947-4367-ae2a-376b68b455f3"
   },
   "source": [
    "import numpy as np\n",
    "\n",
    "# Make a matrix from the vectors in the embeddings column via list comprehension\n",
    "mat = np.matrix([x for x in predictions.word_embedding_xlnet])\n",
    "mat.shape"
   ],
   "execution_count": null,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "(1205, 768)"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 8
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pbdi4CY2Iqc0"
   },
   "source": [
    "## 4.1 Fit and transform T-SNE algorithm\n"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "fAFGB6iYIqmO",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "status": "ok",
     "timestamp": 1620010749898,
     "user_tz": -120,
     "elapsed": 14010,
     "user": {
      "displayName": "Christian Kasim Loan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64",
      "userId": "14469489166467359317"
     }
    },
    "outputId": "1e34fb97-24af-4c9b-ec1c-56fa6873b7a7"
   },
   "source": [
    "\n",
    "from sklearn.manifold import TSNE\n",
    "model = TSNE(n_components=2) #n_components means the lower dimension\n",
    "low_dim_data = model.fit_transform(mat)\n",
    "print('Lower dim data has shape',low_dim_data.shape)"
   ],
   "execution_count": null,
   "outputs": [
    {
     "output_type": "stream",
     "text": [
      "Lower dim data has shape (1205, 2)\n"
     ],
     "name": "stdout"
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gsi0b0XhImaz"
   },
   "source": [
    "### Set plotting styles"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "CsPVw7NHfEgt"
   },
   "source": [
    "# set some styles for for Plotting\n",
    "import seaborn as sns\n",
    "# Style Plots a bit\n",
    "sns.set_style('darkgrid')\n",
    "sns.set_palette('muted')\n",
    "sns.set_context(\"notebook\", font_scale=1,rc={\"lines.linewidth\": 2.5})\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib as plt\n",
    "plt.rcParams['figure.figsize'] = (20, 14)\n"
   ],
   "execution_count": null,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "l3sRcFW9muEZ"
   },
   "source": [
    "# 4.2 Plot low dimensional T-SNE ELMO embeddings with hue for POS\n"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "RB1qdDP3fJHN",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 861
    },
    "executionInfo": {
     "status": "ok",
     "timestamp": 1620010751440,
     "user_tz": -120,
     "elapsed": 9472,
     "user": {
      "displayName": "Christian Kasim Loan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64",
      "userId": "14469489166467359317"
     }
    },
    "outputId": "942a18b5-537c-43ce-fed1-1d3a09aaf353"
   },
   "source": [
    "tsne_df =  pd.DataFrame(low_dim_data, predictions.pos)\n",
    "tsne_df.columns =['x','y']\n",
    "ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n",
    "ax.set_title('T-SNE ELMO Embeddings, colored by Part of Speech Tag')\n"
   ],
   "execution_count": null,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'T-SNE ELMO Embeddings, colored by Part of Speech Tag')"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 11
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1008 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": [],
      "needs_background": "light"
     }
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "8tuoCxNPmzbo"
   },
   "source": [
    "## 4.3 Plot low dimensional T-SNE ELMO embeddings with hue for Sarcasm\n"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "Fbq5MAv0jkft",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 861
    },
    "executionInfo": {
     "status": "ok",
     "timestamp": 1620010752175,
     "user_tz": -120,
     "elapsed": 7089,
     "user": {
      "displayName": "Christian Kasim Loan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64",
      "userId": "14469489166467359317"
     }
    },
    "outputId": "ea5f7399-73e4-42ed-9309-f5a3767b1669"
   },
   "source": [
    "tsne_df =  pd.DataFrame(low_dim_data, df.iloc[:low_dim_data.shape[0]].label.replace({1:'sarcasm',0:'normal'}))\n",
    "tsne_df.columns =['x','y']\n",
    "ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n",
    "ax.set_title('T-SNE XLNET Embeddings, colored by Sarcasm label')\n"
   ],
   "execution_count": null,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'T-SNE XLNET Embeddings, colored by Sarcasm label')"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 12
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1008 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": [],
      "needs_background": "light"
     }
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Snb1gtqrnIJi"
   },
   "source": [
    "## 4.4 Plot low dimensional T-SNE ELMO embeddings with hue for Sentiment\n"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "QET-Y6PdnIJt",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 861
    },
    "executionInfo": {
     "status": "ok",
     "timestamp": 1620010754802,
     "user_tz": -120,
     "elapsed": 1089,
     "user": {
      "displayName": "Christian Kasim Loan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64",
      "userId": "14469489166467359317"
     }
    },
    "outputId": "f7dbf88d-91cf-40b1-dc58-5ec615b4553b"
   },
   "source": [
    "tsne_df.columns =['x','y']\n",
    "ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n",
    "ax.set_title('T-SNE XLNET Embeddings, colored by Sentiment')\n"
   ],
   "execution_count": null,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'T-SNE XLNET Embeddings, colored by Sentiment')"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 13
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1008 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": [],
      "needs_background": "light"
     }
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fv3FIQ7j6eVv"
   },
   "source": [
    "# 4.5 Plot low dimensional T-SNE ELMO embeddings with hue for Emotions\n"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "7QNgruV-6eV1",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 861
    },
    "executionInfo": {
     "status": "ok",
     "timestamp": 1620010757022,
     "user_tz": -120,
     "elapsed": 1493,
     "user": {
      "displayName": "Christian Kasim Loan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64",
      "userId": "14469489166467359317"
     }
    },
    "outputId": "818fd422-d773-44f0-ef2a-ade84f79e71e"
   },
   "source": [
    "tsne_df.columns =['x','y']\n",
    "ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n",
    "ax.set_title('T-SNE XLNET Embeddings, colored by Emotion')\n"
   ],
   "execution_count": null,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'T-SNE XLNET Embeddings, colored by Emotion')"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 14
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1008 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": [],
      "needs_background": "light"
     }
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "uXb-FMA6mX13"
   },
   "source": [
    "# 5. NLU has many more embedding models!      \n",
    "Make sure to try them all out!       \n",
    "You can change 'xlnet' in nlu.load('xlnet') to bert, xlnet, albert or any other of the **100+ word embeddings** offerd by NLU"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "9qUF7jPlme-R",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "status": "ok",
     "timestamp": 1620010757779,
     "user_tz": -120,
     "elapsed": 440,
     "user": {
      "displayName": "Christian Kasim Loan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64",
      "userId": "14469489166467359317"
     }
    },
    "outputId": "a76efa7e-0699-427e-f071-cf29a7dd8b32"
   },
   "source": [
    "nlu.print_all_model_kinds_for_action('embed')"
   ],
   "execution_count": null,
   "outputs": [
    {
     "output_type": "stream",
     "text": [
      "For language <en> NLU provides the following Models : \n",
      "nlu.load('en.embed') returns Spark NLP model glove_100d\n",
      "nlu.load('en.embed.glove') returns Spark NLP model glove_100d\n",
      "nlu.load('en.embed.glove.100d') returns Spark NLP model glove_100d\n",
      "nlu.load('en.embed.bert') returns Spark NLP model bert_base_uncased\n",
      "nlu.load('en.embed.bert.base_uncased') returns Spark NLP model bert_base_uncased\n",
      "nlu.load('en.embed.bert.base_cased') returns Spark NLP model bert_base_cased\n",
      "nlu.load('en.embed.bert.large_uncased') returns Spark NLP model bert_large_uncased\n",
      "nlu.load('en.embed.bert.large_cased') returns Spark NLP model bert_large_cased\n",
      "nlu.load('en.embed.biobert') returns Spark NLP model biobert_pubmed_base_cased\n",
      "nlu.load('en.embed.biobert.pubmed_base_cased') returns Spark NLP model biobert_pubmed_base_cased\n",
      "nlu.load('en.embed.biobert.pubmed_large_cased') returns Spark NLP model biobert_pubmed_large_cased\n",
      "nlu.load('en.embed.biobert.pmc_base_cased') returns Spark NLP model biobert_pmc_base_cased\n",
      "nlu.load('en.embed.biobert.pubmed_pmc_base_cased') returns Spark NLP model biobert_pubmed_pmc_base_cased\n",
      "nlu.load('en.embed.biobert.clinical_base_cased') returns Spark NLP model biobert_clinical_base_cased\n",
      "nlu.load('en.embed.biobert.discharge_base_cased') returns Spark NLP model biobert_discharge_base_cased\n",
      "nlu.load('en.embed.elmo') returns Spark NLP model elmo\n",
      "nlu.load('en.embed.use') returns Spark NLP model tfhub_use\n",
      "nlu.load('en.embed.albert') returns Spark NLP model albert_base_uncased\n",
      "nlu.load('en.embed.albert.base_uncased') returns Spark NLP model albert_base_uncased\n",
      "nlu.load('en.embed.albert.large_uncased') returns Spark NLP model albert_large_uncased\n",
      "nlu.load('en.embed.albert.xlarge_uncased') returns Spark NLP model albert_xlarge_uncased\n",
      "nlu.load('en.embed.albert.xxlarge_uncased') returns Spark NLP model albert_xxlarge_uncased\n",
      "nlu.load('en.embed.xlnet') returns Spark NLP model xlnet_base_cased\n",
      "nlu.load('en.embed.xlnet_base_cased') returns Spark NLP model xlnet_base_cased\n",
      "nlu.load('en.embed.xlnet_large_cased') returns Spark NLP model xlnet_large_cased\n",
      "nlu.load('en.embed.electra') returns Spark NLP model electra_small_uncased\n",
      "nlu.load('en.embed.electra.small_uncased') returns Spark NLP model electra_small_uncased\n",
      "nlu.load('en.embed.electra.base_uncased') returns Spark NLP model electra_base_uncased\n",
      "nlu.load('en.embed.electra.large_uncased') returns Spark NLP model electra_large_uncased\n",
      "nlu.load('en.embed.covidbert') returns Spark NLP model covidbert_large_uncased\n",
      "nlu.load('en.embed.covidbert.large_uncased') returns Spark NLP model covidbert_large_uncased\n",
      "nlu.load('en.embed.bert.small_L2_128') returns Spark NLP model small_bert_L2_128\n",
      "nlu.load('en.embed.bert.small_L4_128') returns Spark NLP model small_bert_L4_128\n",
      "nlu.load('en.embed.bert.small_L6_128') returns Spark NLP model small_bert_L6_128\n",
      "nlu.load('en.embed.bert.small_L8_128') returns Spark NLP model small_bert_L8_128\n",
      "nlu.load('en.embed.bert.small_L10_128') returns Spark NLP model small_bert_L10_128\n",
      "nlu.load('en.embed.bert.small_L12_128') returns Spark NLP model small_bert_L12_128\n",
      "nlu.load('en.embed.bert.small_L2_256') returns Spark NLP model small_bert_L2_256\n",
      "nlu.load('en.embed.bert.small_L4_256') returns Spark NLP model small_bert_L4_256\n",
      "nlu.load('en.embed.bert.small_L6_256') returns Spark NLP model small_bert_L6_256\n",
      "nlu.load('en.embed.bert.small_L8_256') returns Spark NLP model small_bert_L8_256\n",
      "nlu.load('en.embed.bert.small_L10_256') returns Spark NLP model small_bert_L10_256\n",
      "nlu.load('en.embed.bert.small_L12_256') returns Spark NLP model small_bert_L12_256\n",
      "nlu.load('en.embed.bert.small_L2_512') returns Spark NLP model small_bert_L2_512\n",
      "nlu.load('en.embed.bert.small_L4_512') returns Spark NLP model small_bert_L4_512\n",
      "nlu.load('en.embed.bert.small_L6_512') returns Spark NLP model small_bert_L6_512\n",
      "nlu.load('en.embed.bert.small_L8_512') returns Spark NLP model small_bert_L8_512\n",
      "nlu.load('en.embed.bert.small_L10_512') returns Spark NLP model small_bert_L10_512\n",
      "nlu.load('en.embed.bert.small_L12_512') returns Spark NLP model small_bert_L12_512\n",
      "nlu.load('en.embed.bert.small_L2_768') returns Spark NLP model small_bert_L2_768\n",
      "nlu.load('en.embed.bert.small_L4_768') returns Spark NLP model small_bert_L4_768\n",
      "nlu.load('en.embed.bert.small_L6_768') returns Spark NLP model small_bert_L6_768\n",
      "nlu.load('en.embed.bert.small_L8_768') returns Spark NLP model small_bert_L8_768\n",
      "nlu.load('en.embed.bert.small_L10_768') returns Spark NLP model small_bert_L10_768\n",
      "nlu.load('en.embed.bert.small_L12_768') returns Spark NLP model small_bert_L12_768\n",
      "For language <ar> NLU provides the following Models : \n",
      "nlu.load('ar.embed') returns Spark NLP model arabic_w2v_cc_300d\n",
      "nlu.load('ar.embed.cbow') returns Spark NLP model arabic_w2v_cc_300d\n",
      "nlu.load('ar.embed.cbow.300d') returns Spark NLP model arabic_w2v_cc_300d\n",
      "nlu.load('ar.embed.aner') returns Spark NLP model arabic_w2v_cc_300d\n",
      "nlu.load('ar.embed.aner.300d') returns Spark NLP model arabic_w2v_cc_300d\n",
      "nlu.load('ar.embed.glove') returns Spark NLP model arabic_w2v_cc_300d\n",
      "For language <bn> NLU provides the following Models : \n",
      "nlu.load('bn.embed.glove') returns Spark NLP model bengaliner_cc_300d\n",
      "nlu.load('bn.embed') returns Spark NLP model bengaliner_cc_300d\n",
      "For language <fi> NLU provides the following Models : \n",
      "nlu.load('fi.embed.bert.') returns Spark NLP model bert_finnish_cased\n",
      "nlu.load('fi.embed.bert.cased.') returns Spark NLP model bert_finnish_cased\n",
      "nlu.load('fi.embed.bert.uncased.') returns Spark NLP model bert_finnish_uncased\n",
      "For language <he> NLU provides the following Models : \n",
      "nlu.load('he.embed') returns Spark NLP model hebrew_cc_300d\n",
      "nlu.load('he.embed.glove') returns Spark NLP model hebrew_cc_300d\n",
      "nlu.load('he.embed.cbow_300d') returns Spark NLP model hebrew_cc_300d\n",
      "For language <hi> NLU provides the following Models : \n",
      "nlu.load('hi.embed') returns Spark NLP model hindi_cc_300d\n",
      "For language <fa> NLU provides the following Models : \n",
      "nlu.load('fa.embed') returns Spark NLP model persian_w2v_cc_300d\n",
      "nlu.load('fa.embed.word2vec') returns Spark NLP model persian_w2v_cc_300d\n",
      "nlu.load('fa.embed.word2vec.300d') returns Spark NLP model persian_w2v_cc_300d\n",
      "For language <zh> NLU provides the following Models : \n",
      "nlu.load('zh.embed') returns Spark NLP model bert_base_chinese\n",
      "nlu.load('zh.embed.bert') returns Spark NLP model bert_base_chinese\n",
      "For language <ur> NLU provides the following Models : \n",
      "nlu.load('ur.embed') returns Spark NLP model urduvec_140M_300d\n",
      "nlu.load('ur.embed.glove.300d') returns Spark NLP model urduvec_140M_300d\n",
      "nlu.load('ur.embed.urdu_vec_140M_300d') returns Spark NLP model urduvec_140M_300d\n",
      "For language <xx> NLU provides the following Models : \n",
      "nlu.load('xx.embed') returns Spark NLP model glove_840B_300\n",
      "nlu.load('xx.embed.glove.840B_300') returns Spark NLP model glove_840B_300\n",
      "nlu.load('xx.embed.glove.6B_300') returns Spark NLP model glove_6B_300\n",
      "nlu.load('xx.embed.bert_multi_cased') returns Spark NLP model bert_multi_cased\n",
      "nlu.load('xx.embed.bert') returns Spark NLP model bert_multi_cased\n"
     ],
     "name": "stdout"
    }
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "MvSC3rl5-adJ"
   },
   "source": [],
   "execution_count": null,
   "outputs": []
  }
 ]
}
